{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how to make plots in matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "df= sns.load_dataset('tips')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='day', y='total_bill', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sP31kUi/brytmgpzUk3whH8ofGEMxwdc1ks6V9EFJ5xffuqeYKfMcSVsl3RAR/WrNB/NrxTrXSLo7Il6pNzUwOsofGNu7JK2KiB9GxIuSVhfL32L734pJv66T9OZi+T9I+khx/yOSvlRrWqAEyh8oZ7h5UFZIWhIRb5X0GRWzPEbEQ5K6izngp0XE5tpSAiVR/sDY1kv6gO2ZtmdJen+xfJakXcV4/nVDnnOnpLvEUT8mKSZ2A0qw/SlJH1ZrWt8dkr6v1vUGlhbLNkmaFRGLivVPk/S0pLkRsb+ByMCoKH+gAsX1ca+IiOubzgIMh/n8gTazvUzSpZIuazoLMBKO/AEgId7wBYCEKH8ASIjyB4CEKH8ASIjyB4CE/h9Ed9YC3/B3igAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='day', y='total_bill', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='day', y='total_bill', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxenplot(x='day', y='total_bill', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa7d8ce57f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='day', y='total_bill', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/babaaammar/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='Density'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kgYOZTBjaeaQDBUqibPxhRHKClwWF6VTWdzDss24mYyDEAqGqf1DVvwRWAIeB10TkPRH5sohEV4e0Caoy8Mk6Ws8gwN/N1N0/xMHjJ9yOYkxYCLnLSERygS8BXwG2AT/GXzBecySZCStV9R1kp8STmhi9l87MK0gnOd7L9ro2t6MYExZC+m0XkeeABcAvgGtVdWTxml+KSIVT4Uz42F7XHrXdSyPivB6WlGSyrbaN/sFhEiPwdqrGTKZQzyAeVtVFqvqvI8VBRBIBVHWlY+lMWGjq8s/uKY3i7qURK0qzGBxWdhzpcDuKMa4LtUD8c5Bt709mEBO+qurbASiO8jMIgNKcFPLSE6mosW4mY07ZxSQihUAxkCwiZwMjE+AzgOj/a2EAqKzvwCNQHCUruJ6KiLByRja/39nI8c4+8jOS3I5kjGvGG4O4Av/AdAnww1Hbu4DvOZTJhJnKunbmFaSTEBcbl8EsL83ilV2NbKltY93iIrfjGOOaUxYIVf058HMR+Zyq/nqKMpkwoqpU1rdzxaJCt6NMmfSkeBYUZrCttp3LFxXi9UTflePGhGK8LqZbVfVxYKaI/Jex+1X1h0EOM1GkrrWX9p5BlgUWtIsV58zIZndDJ/sau1g0PcPtOMa4Yrw+g9TA1zQgPcjDRLntgQHqZaWZ7gaZYvMK0klPjGNLTavbUYxxzXhdTP8R+Po/piaOCTeVde0kxXuYV5BOZV3sTP30eoSzy7J552ATnX2DbscxxhWhLtb3v0QkQ0TiReR1EWkWkVudDmfcV1XfzlnTM6PmFqMTsWpmNj6FisN2FmFiU6i/9ZeraidwDVAPzAP+bryDRORKEdknIgdF5O4g+0VE7g3srxKRFYHtSSLygYhUisguEbEzGBcMDfvYcaSDZSVZbkdxRW5aIuX5aXxwqJWhYZ/bcYyZcqEWiJEF+a4CnlLVcT9SiYgXuA9YBywCbhaRRWOarQPKA4/1+FeNBegHLlHVZcBy4EoRWRtiVjNJ9h87Qd+gL+bGH0ZbOzuXzr4h/rDnuNtRjJlyoRaI50VkL7ASeF1E8oC+cY5ZDRxU1WpVHQCeBq4f0+Z64DH12whkiUhR4PnIkprxgYetwTzFRq6gjtUzCID5helkJcfz+MYat6MYM+VCXe77buBcYKWqDgLdfPKP/VjFQN2o5/WBbSG1ERGviGwHjgOvqeqmYG8iIutFpEJEKpqamkL5cUyIKuvbyUyOZ0Zu7F407xFh9awc3jnYzIdNtgy4iS0TGXlcCNwoIrcBnwcuH6d9sKuLxp4FnLSNqg6r6nL8V3GvFpHFwd5EVR9U1ZWqujIvL2+cSGYittd1sKw0KypvMToR58zIJt4rPLGx1u0oxkypUGcx/QL4AXABsCrwGG8V13qgdNTzEuDoRNuoajvwJnBlKFnN5OgdGGb/sS6WlcTu+MOI9KR41i0u4ldb6ugZGHI7jjFTJtQziJXA+ap6h6p+PfD4xjjHbAbKRWSWiCQANwEbxrTZANwWmM20FuhQ1QYRyRORLAARSQYuBfaG+kOZM7frqP/Wm7E8/jDabefOoKtviOe2HnE7ijFTJtQCsROY0GI8qjoE3AW8AuwBnlHVXSJyu4jcHmj2ElANHAQeAu4IbC8C3hCRKvyF5jVVfWEi72/OzPbALUaXxvAMptHOmZHNspJMHn3nED67Z7WJEaHeP3IasFtEPsA/BRUAVb3uVAep6kv4i8DobQ+M+l6BO4McVwWcHWI244DK+g6Ks5LJT7flrsG/DPhfXzibbzy1jT/uPc6liwrcjmSM40ItEP/oZAgTfqrq21lq4w8fc9XiQv4tK5mH3q62AmFiQqjTXP8EHAbiA99vBrY6mMu4qK17gJqWnphbwXU8cV4PXzpvJpsOtbKjPnbWpTKxK9RZTF8FngX+I7CpGPitQ5mMyyoDF8jZGcQn3bi6lLTEOB5+p9rtKMY4LtRB6juB84FOAFU9AOQ7Fcq4q6q+AxFYajOYPiEjKZ4bV5XyQlUDR9t73Y5jjKNCLRD9geUyABCROGzpi6hVWdfO3Lw00hJDHaKKLV8+fyYCPPiWnUWY6BZqgfiTiHwPSBaRy4BfAc87F8u4ZeQWozb+cHIl2Sl85uxint5cS1NX//gHGBOhQi0QdwNNwA7gb/BPXf3vToUy7jnS3kvziQErEOP42kVzGBjy8cg7h9yOYoxjQp3F5MM/KH2Hqn5eVR8KXMNgoszIXeOW2/jDKc3OS+PqpdP5xfuHae8ZGP8AYyLQKQtEYAmMfxSRZvxLXewTkSYR+f7UxDNTraq+nQSvh/mFdsvx8dx58Ry6B4b56buH3Y5ijCPGO4P4W/yzl1apaq6q5gBrgPNF5FtOhzNTb3tdO4umZ5AQF3u3GJ2oBYUZXLaogJ+9d5guu2+1iULj/RW4DbhZVT/qaFXVauDWwD4TRYZ9yo4jHSy38YeQ3XXxXDp6B/mZnUWYKDTePMZ4VW0eu1FVm0QkPtgBJnIdPH6CnoHhmL7F6Mk8uenk94JYUJjOfW8eJCUhjuQEb9A2t6wpcyqaMY4Z7wziVKNvNjIXZSoDK7jaEt8Tc9miAvoGfbx1wO5oaKLLeGcQy0SkM8h2AWyZzyhTWd9OelIcM3NT3Y4SUYoyk1laksl7HzZz3pxc0pPs5NpEh1OeQaiqV1UzgjzSVdV+C6JMZX07y0qy8Hhi+xajp+PSBQUM+5Q399tZhIkeNlXFANA3OMzehi4bfzhN09ITWVGWzQeHWu26CBM1rEAYAHYd7WTIbjF6Ri5ZkI8Ar+0+5nYUYyaFFQgD/OcAtU1xPX1ZKQmcN2ca2+raOdJmK72ayGcFwgD+K6gLM5LIz7C5B2fiovl5pCR4eWlnA7YajYl0ViAM4L8HtY0/nLmkeC+XLizgUHM3exq63I5jzBmxAmFo7xngUHO3reA6SVbNzCEvPZHf72xgyOdzO44xp80KhKGq3lZwnUxej7BucSEt3QNsrG51O44xp80KhPlogHqx3YN60swvSGdeQRqv7zlGpy3kZyKUFQhDZX07s/NSybArgCeNiHDt0ukM+ZSXdza6HceY02IFIsapKltr21lRlu12lKiTm5bIp8rz2F7XzsbqFrfjGDNhViBiXE1LD63dA1YgHPJn8/LISonn+7/byeCwDVibyGIFIsZtqWkD4JwZViCckBDn4Zol09l/7AQ/fdfuX20ii6MFQkSuFJF9InJQRO4Osl9E5N7A/ioRWRHYXioib4jIHhHZJSLfdDJnLNta20Z6Yhzl+WluR4laC4vSuXRhAT98bT81Ld1uxzEmZI4VCBHxAvcB64BFwM0ismhMs3VAeeCxHrg/sH0I+LaqLgTWAncGOdZMgq217SwvsxVcnSQi/POfLybe4+G7z+2wK6xNxHDyDGI1cFBVq1V1AHgauH5Mm+uBx9RvI5AlIkWq2qCqWwFUtQvYAxQ7mDUmnegfYl9jp40/TIHCzCTuvmoB733YwjMVdW7HMSYkThaIYmD0b0I9n/wjP24bEZkJnA1sCvYmIrJeRCpEpKKpydbin4jKunZ8Cits/GFK3LyqjNWzcvjnF/dwvLPP7TjGjMvJAhGsz2LsufUp24hIGvBr4G9VNdid7VDVB1V1paquzMvLO+2wsWhkgNpWcJ0aHo9wz2eXMDDk43u/sa4mE/6cLBD1QOmo5yXA0VDbiEg8/uLwhKo+52DOmLW1to15BWlkJtsFclNldl4af3fFfP6w57h1NZmw52SB2AyUi8gsEUkAbgI2jGmzAbgtMJtpLdChqg0iIsAjwB5V/aGDGWOWz6dsswvkXPFX589i7ewc/un53dS19rgdx5iTcqxAqOoQcBfwCv5B5mdUdZeI3C4itweavQRUAweBh4A7AtvPB74AXCIi2wOPq5zKGouqm0/Q0Tto4w8u8HiEH9ywDI8I336mkmGfdTWZ8BTn5Iur6kv4i8DobQ+M+l6BO4Mc9w7BxyfMJNla0w5gZxAuKclO4R+uO4vv/KqSB9+q5msXzXE7kjGfYFdSx6gtNW1kJscze1qq21Fi1udWFHPVkkL+/dV9bK1tczuOMZ/g6BmECV8VNa2ssAvkpsyTm2qDbj+nLIf3Pmzhr3+2mbsuLic5wRu03S1rypyMZ0xQdgYRg5q6+vmwqZvVs3LdjhLzkhO83LSqjI7eQZ7bVm9TX01YsQIRgz445L/L2ZrZOS4nMQBlOSlcvqiQXUc72XTI7kBnwocViBi06VALKQlelhTbHeTCxQXl05hfkM6LVQ22oJ8JGzYGEUNG+sFf2dVIcVYyv6qodzmRGeER4S9WlnLfmwd5clMtd148lwy7gNG4zM4gYkx3/xDHOvuZZbOXwk5ygpdb186gf8jHkx/UMmQ3GDIuswIRYw4Hui+sQISnwowkPndOCbWtPTxf1eB2HBPjrEDEmEPN3cR7heLsZLejmJNYUpzJn83LY/Ph1o8mFBjjBhuDiDGHmrspzUkhzmOfDcLZZYsKONrey/OVR8lLT3Q7jolR9lcihvQODNPY0WfdSxHAI8KNq0rJTo3n8Y01VDedcDuSiUFWIGLI4ZZuFBt/iBQpCXF88dyZiMCXf7aZlhP9bkcyMcYKRAw51NxNnEcozU5xO4oJUW5aIretnUFjRx9ffayCvsFhtyOZGGIFIoYcau6mJDuFeK/9b48kZbmp/OjG5Wyra+e/PLMdny0PbqaI/aWIEa3dAxxt72VuvnUvRaJ1S4r43rqFvLSjkX/9/R6345gYYbOYYsTbB5pQoDw/3e0o5jR95cJZ1LX18NDbh8hJTbR7SBjHWYGIEW/tbyY53mvXP0QwEeEfrj2Ltp5B/u3lvWSlxHPzalsG3DjHCkQMUFXeOtBEeUEaHrH7P0Qyr0f49xuW0dU3yPd+s4P0pDiuWTrd7VgmStkYRAzY09BFU1e/dS9FiYQ4D/f/5TmsnJHNt365nTf3HXc7kolSViBiwJ/2NwFQXpDmchIzWZITvDz8xVWU56dz++Nb2HzYluQwk88KRAx4a38TCwrTyUiy5aOjSWZyPI/99WqmZyXzpUc/YEuNFQkzuaxARLnu/iEqalr5s3l5bkcxDpiWlshTX11LfkYSX3x0M1tr29yOZKKIFYgo9/6HLQwOqxWIKFaQkcRTX13LtLQEvvjIB2yzImEmiRWIKPen/U0kx3s5Z2a221GMgwozk3hq/Vpy0hK47ZEPqKxrdzuSiQJWIKKYqvLm/uOcOyeXxDiv23GMw4oyk3nqq2vJSo3n1kc2saXGziTMmbECEcX2HztBXWsvn16Y73YUM0WmZyXz9PpzyU1N4AuPbOK9D5vdjmQimBWIKPbqrkYALltY4HISM5WKs5J55m/OpSQ7mS//dDNv7LXrJMzpcfRKahG5Evgx4AUeVtV7xuyXwP6rgB7gS6q6NbDvUeAa4LiqLnYyZ7R6dfcxzi7LIj8jye0o5gw9ual2wsfccE4pP33vEF/5eQU/ueVs1i0pciCZiWaOnUGIiBe4D1gHLAJuFpFFY5qtA8oDj/XA/aP2/Qy40ql80e5Iey87jnRwxVmFbkcxLklNjOMrF8ymODuZO5/cyq8q6tyOZCKMk11Mq4GDqlqtqgPA08D1Y9pcDzymfhuBLBEpAlDVtwC78uc0fdS9tMi6l2JZUryXvzp/FufNmcbfPVvFT/54AFW7n4QJjZMFohgY/ZGlPrBtom1OSUTWi0iFiFQ0NTWdVtBo9EJVAwsK05mTZ8trxLqEOA+PfmkVnzm7mB+8up//9tudDA373I5lIoCTBSLYsqFjP7qE0uaUVPVBVV2pqivz8uxiMID6th621LRx7TJb5dP4JcR5+OFfLONrF83hyU213P74FnoGhtyOZcKckwWiHigd9bwEOHoabcwEvVjVAMC1tgy0GUVE+K9XLuB/Xn8Wr+89zs0PbaKpq9/tWCaMOVkgNgPlIjJLRBKAm4ANY9psAG4Tv7VAh6o2OJgpJjxfdZRlpVmU5aa4HcWEoS+cO5MHbj2HfY2dXPeTd9h5pMPtSCZMOVYgVHUIuAt4BdgDPKOqu0TkdhG5PdDsJaAaOAg8BNwxcryIPAW8D8wXkXoR+WunskaT/ce62Hmkk+use8mcwhVnFfLs7echwOcfeI/nK+3E3XySo9dBqOpL+IvA6G0PjPpegTtPcuzNTmaLVs9uqSfOI/z5cisQ5tQWF2fyu7su4I4ntvD1p7axva6d/3rlAhLi7PpZ42e3HI0iQ8M+ntt6hEsW5JObluh2HBNGTnWh3bXLphPn8fDIO4d4ZVcjN68qIzs14aP9t6yx+17HKvuoEEX+tL+J5hP93LCydPzGxgTEeTxcu2w6t6wuo6mrn//zxgGq6tvdjmXCgBWIKPLEplqmpSVy0Xyb7msmbnFxJnddPJdpaYk8vbmOJz+opbvfpsLGMutiihJ1rT28se84X794LvFeq/vm9OSmJfI3n5rD2weaeH3PcQ41d5Ofkch1y6bjXzrNxBIrEFHi8Y01eES4Zc0Mt6OYCOf1CBfNz2d+YTrPbT3CN5/ezo9fP8B1S6ef1sKPNoYRueyjZhToHRjmlxV1XL6ogMJMW7nVTI6izGS+dtEcrls2naPtvdz7xwO8UHWUE9btFDPsDCIK/HJzLe09g/zVBbPcjmKijEeEtbNzWVycyWu7G3n/wxa21LRxYXke58+1OxVGOysQEW5w2MdDbx9i5YxsVs3McTuOiVJpiXF85uwSzp8zjVd3H+MPe47x7sFmzp2Ty3mzc0lJtD8l0cj+r0a45yuPcqS9l3+6/iy3o5gYkJ+RxK1rZ1DX2sOb+5v4497jvH2gidUzc7igPI/M5Hi3I5pJZAUigg0O+/jx6wdYUJjOxfPtvtNm6pTmpPCFtTM41tnHW/ubeL+6hferWzhreiZrZucwKzfVZj1FASsQEeyZijpqWnp45Isr8Xjsl9FMvYKMJG5YWcqliwo+Gp/YcaSD/PRE1s7O5ezSLLcjmjNgBSJC9QwMce/rBzhnRjaXLLCzB+Ou7JQErlpSxKULC9hxpJ2N1a1sqDzKy7sa+bD5BH+xspQlxZl2VhFhrEBEqPveOMixzn7uu2WF/dKZsJEQ5+GcGTmsKMumvq2XTYdaeKainsc31lKen8bnzinhM2cXU3Aa11OYqWcFIgJVN53gobcO8dmzi1lpM5dMGBIRSnNSKM1J4adfLuLFqgZ+vbWee36/l//18l4uKM/jcyuKuXRhAakOz4A61UKFoYjlC/2sQEQYn0/5b7/ZSWKch7uvWuB2HGPGlZkczy1ryrhlTRmHmrt5bmv9R1doJ8R5uHDuNK44q5BLFxWQM2oVWeM+KxAR5ufvH+b96hbu+ewS8tPtNN1EllnTUvn25fP51qXz2Hy4lZd3NfLqrmO8vvc4nufgnBnZnDtnGmtn+7upkuLtQjw3WYGIIHsbO/m3l/dyyYJ8blxlS3qbyOXxCGtm57Jmdi7fv2YRu4528vLORt460MRP/niAe1+HBK+H5WVZLC3OZH5hOguLMpibn2ZFYwpZgYgQnX2D3P6LLaQnxXPP55bYwLSJGiLC4uJMFhdn8p0r5tPZN0jF4VY2Vbey8VArv9hYQ/+QDwCPwIzcVEqykynO8j+mf/RIoiAjyQrIJLICEQEGh31846lt1Lf18tT6tda1ZKJaRlI8lywo4JIFBQAM+5TDLd3sa+xib2MXHx4/QX17L3v2HKf5RP8njs9JTaAwI4mizCQKM5No6uonLz2RgowkclIT8NiHq5BZgQhzPp9y96938Oa+Jv71s0tsvSUTc7weYU5eGnPy0rhqSdHH9vUNDnO0vZfGjj6OdvTR2NFLQ0cfjR19NHT0sbW2jbaewY/ax3mE/PREijKTmZGbwszcVHLTEuyM/CSsQISxYZ/y3eeq+PXWer516TxuXh270+2MCSYp3svsvDRm56WdtM3P3j3M8a4+jnX2c6yzj2Odfexp7GRLbRsA6YlxzCtMZ0FhOnPz02yF2lGsQISpnoEhvv1MJb/f2cg3LpnLNz4994zncxvjBrf/3SbEeSjJTqEkO+WjbapK04l+alp6OHj8BLuOdrClpg2vR5g9LZVF0zNYMj0z5lepje2fPkzVtHRzxxNb2d3QyX+/eiFfuXC225GMiSoiQn56EvnpSayamcOwT6lp6WZvYxd7Gzv53fajPF95lPL8dFISvFy2yPkL+sJR7P3EYcznU57aXMu/vLiHOI/w6BdXcbGts2SM47we+airat3iQho6+qiqb6eyvoO//eV2kuI9fHphAdctm85F8/NiphvKCkQYUFXeOdjMD17dT2VdO+fNyeUHNyxjelay29GMiTki8tHU2cvPKmR+YTobth/lxR0NvFjVQHpSHJctKuDqJUVcUD4tqouFFQgXDQ77eG33Me5/80N2HOmgICOR/33jMv58ebHNqjAmDHhEWDUzh1Uzc/j+tYt492Azz1c28NruRp7beoT0xDguXVTAFWcVcN7caWQkRdcNk6xATLGBIR8Vh1t5vqqBl3c20NYzyKxpqdzz2SV8ZkVxVH8aMSaSxXs9XDQ/n4vm5zMwtIR3P2zmpaoGXt19jN9sO4LXIywvzeLC8mlcWJ7HkuJMEuI8bsc+I44WCBG5Evgx4AUeVtV7xuyXwP6rgB7gS6q6NZRjI4HPpxxp72X/sS52HOngg0OtbK1to2/QR0qCl0sXFnDtsulcsiAfr93wx5iIkRDn4eL5+Vw8P5//d9jHttp23j7QxFv7m/jx6wf40R8OkOD1sKAonSXFmSwryWLR9AzKclMi6izDsQIhIl7gPuAyoB7YLCIbVHX3qGbrgPLAYw1wP7AmxGOnjM+nDKsyNKwM+nx09w9xom+Irv4huvoC3/cNcqyzn8bO/7xQp661h+6BYQBEYGFhBjetKmPt7Fz+bF4eyQl2tmBMpIv3elg9K4fVs3L49uXzaese4P3qFirr26mq62DD9qM8MWqqb3ZKPGW5qczISaEgI5Gc1ERyUxPISU0gOzWe5Pg4khO8pCR4SYr3khzvJd4rrnQ7O3kGsRo4qKrVACLyNHA9MPqP/PXAY6qqwEYRyRKRImBmCMdOmkv+/U26+4cY9ilDPmV4OPDVpwz5fPg09NealpZIUWYSpTkprJ2dy7yCdOYVpDGvMD2iPjkYY05Pdqr/7nojV337Ri0VUtPaQ01LD3WtPWyra6Opq5++Qd+4r+kRiPN48HoEr0f8z70ePCJ4Pf6/Oy9+48JJ/1mcLBDFQN2o5/X4zxLGa1Mc4rEAiMh6YH3g6QkR2XcGmc9YTWjNpgHNjgZxRqTmhsjNHqm5IXKzfyz3X7oYZCLkm8Dp/TefcbIdThaIYOdDYz+Ln6xNKMf6N6o+CDw4sWjuEpEKVV3pdo6JitTcELnZIzU3RG72SM0Nk5/dyQJRD4y+aUEJcDTENgkhHGuMMcZBTs7B2gyUi8gsEUkAbgI2jGmzAbhN/NYCHaraEOKxxhhjHOTYGYSqDonIXcAr+KeqPqqqu0Tk9sD+B4CX8E9xPYh/muuXT3WsU1ldEFFdYqNEam6I3OyRmhsiN3uk5oZJzi7+CUTGGGPMx0X2ZX7GGGMcYwXCGGNMUFYgppCIXCki+0TkoIjc7XaeUxGRR0XkuIjsHLUtR0ReE5EDga/ZbmYMRkRKReQNEdkjIrtE/LPDIyR7koh8ICKVgez/I7A97LODf/UEEdkmIi8EnkdK7sMiskNEtotIRWBb2GcPXFj8rIjsDfx7P3eyc1uBmCKjlg9ZBywCbhaRRe6mOqWfAVeO2XY38LqqlgOvB56HmyHg26q6EFgL3Bn47xwJ2fuBS1R1GbAcuDIwuy8SsgN8E9gz6nmk5Aa4WFWXj7qGIBKy/xh4WVUXAMvw/7ef3Nyqao8peADnAq+Mev5d4Ltu5xon80xg56jn+4CiwPdFwD63M4bwM/wO/5peEZUdSAG24l9BIOyz479W6XXgEuCFSPr3AhwGpo3ZFtbZgQzgEIGJRk7ltjOIqXOyZUUiSYH6r1Mh8DWsb3cnIjOBs4FNREj2QDfNduA48JqqRkr2HwF/D4xeWCgScoN/lYZXRWRLYOkeCP/ss4Em4KeBbr2HRSSVSc5tBWLqhLx8iDlzIpIG/Br4W1XtdDtPqFR1WFWX4/9EvlpEFrscaVwicg1wXFW3uJ3lNJ2vqivwd//eKSKfcjtQCOKAFcD9qno20I0D3WBWIKZOKEuPhLtjgdV2CXw97nKeoEQkHn9xeEJVnwtsjojsI1S1HXgT/zhQuGc/H7hORA4DTwOXiMjjhH9uAFT1aODrceA3+FeiDvfs9UB94AwT4Fn8BWNSc1uBmDrRsHzIBuCLge+/iL9/P6yIf9H8R4A9qvrDUbsiIXueiGQFvk8GLgX2EubZVfW7qlqiqjPx/7v+o6reSpjnBhCRVBFJH/keuBzYSZhnV9VGoE5E5gc2fRr/7RAmNbddST2FROQq/H21I8uH/Iu7iU5ORJ4CLsK/fPAx4B+A3wLPAGVALXCDqra6FDEoEbkAeBvYwX/2h38P/zhEuGdfCvwc/78PD/CMqv6TiOQS5tlHiMhFwHdU9ZpIyC0is/GfNYC/2+ZJVf2XCMm+HHgY/+Km1fiXKvIwibmtQBhjjAnKupiMMcYEZQXCGGNMUFYgjDHGBGUFwhhjTFBWIIwxxgRlBcKYMQKrZN4xTpuZInJLCK81c/SKuEH2f0lEfnKSfe+NfQ0RuWhktVRjnGYFwphPygJOWSDwL2Q4boE4E6p6npOvb8x4rEAY80n3AHMC9wf4/wKPnYF7Btw4qs2FgTbfCnzKf1tEtgYeE/njXioiL4v/XiH/MLJRRE5M5g9lzETFuR3AmDB0N7BYVZeLyOeA2/Gvtz8N2CwibwXafEdVrwEQkRTgMlXtE5Fy4ClgZfCX/4TVwGKgJ/D6L6pqxeT+SMZMnBUIY07tAuApVR3GvxDan4BVwNgVYuOBnwSWPxgG5k3gPV5T1RYAEXku8J5WIIzrrEAYc2rBlmkP5lv416xahr/rtm8C7zF2vRtb/8aEBRuDMOaTuoD0wPdvATcGbuSTB3wK+GBMG4BMoEFVfcAX8C+4F6rLAvcSTgb+HHj3DPMbMynsDMKYMVS1RUTeDUwt/T1QBVTi/2T/96raKCItwJCIVOK/f/f/D/xaRG4A3sB/A5dQvQP8ApiLfzVR614yYcFWczXGGBOUdTEZY4wJyrqYjJkCInIF8G9jNh9S1c+4kceYUFgXkzHGmKCsi8kYY0xQViCMMcYEZQXCGGNMUFYgjDHGBGUFwhhjTFD/FztWs0XiCAlvAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['total_bill'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/babaaammar/opt/anaconda3/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.residplot(df['total_bill'], df['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa7a8bed430>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='total_bill', y='tip', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(), annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fa7f904a190>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/babaaammar/opt/anaconda3/lib/python3.9/site-packages/seaborn/categorical.py:3717: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fa7f9036670>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TTVKis2fANwGz3L0OwMy+CpQCX4qrMJFUeOSl7TwcNd3ys/vxowWz1XSTlOnsWhBbgYEtvh8A/LXbqxFJoVXb9nPvY8nlJbOiptu5w9V0k9TpaCLGd0mO+dYDG8zsmej7a4Dn4y9PJB67a+q442elHGtMzjP6hzdN5opJhYGrkkzT0b+1VkZfVwHLWmx/NpZqRFKgvqGRO362ir3Hm27TR3PHFecFrkoyUUeXof2kM29iZkvc/cbuKUkkXl98fAOrt1cByabbv6npJoF013rAOn2QHmHx8m088tIOINl0W7hgDoP6q+kmYXRXAJ9ywR6RdLFy636++HhypluWwffeO4tzhg8KXJVkMv3ql4ywu6aOOxefaLp9et5kLp+Y3k234qHZrb5K79NdAawBNElbbZtub5sxhtv/Jv1HzRbddnHoEiRm3TUE8elueh+RbuXufOGx1k23f71xmppukhbOdEF2A/z4guzu/rsYahM5a4uXb+fnK5JNtyGD+vHjm9V0k/ShBdml11qxdT/3PdGi6XZTCWOHqekm6UMLskuvtLO6ljtbzHT7zJsn8/qJBYGrEmmts6uhXWJmK8zskJkdNbNGLcgu6aruWCN3/KyUykPJptvbZ4zhQ5enf9NNMk9nm3DfI7ki2l+AbOD/Ad+NqyiRM+Xu3PvYetbuqAJgyujB/OuNmukm6anT3Qh332Rmfdy9EfgPM3shxrpEzsjPXtzGL1cmABg6KLm8ZHb/PoGrEmlfZwP4iJn1B9aY2deAnYDW7ZO08tKW/dz3xMvA8ZluarpJeuvsEMSC6Ll3A4eBscD8uIoS6aqd1bV8ZPEqGpqSTbfPveVCLpugppukt84G8PXuXufuNe5+n7v/HbpETdJE3bFG7li0ispDRwG4fuYYbnv9+MBViXSsswF8Szvbbu3GOkTOiLvzj4+uZ22iGkg23b4yX0036Rk6mgl3E/BeYLyZPd5i12BgX5yFiXTGohe38atVarpJz9RRE+4Fkg23AuDrLbYfBNZ19OZm9iDJoYo97j412jYT+CHJe8w1AB9x95e6XLlkvOWb9/FPUdOtT5bxfTXdpIc57RCEu29z92fd/VLgFSAv+pNw94ZOvP9DwLw2274G3OfuM4F7o+9FuqSiqpa7Hi5t1XR7nZpu0sN0dibcO4GXgHcC7wKWm9k7Onqduz8H7G+7meQQBkA+UNHpakU4PtPtRNPthllFfPCycWGLEjkDnb0O+PPAa9x9D4CZFQK/B359Bp/5ceC3ZnY/yV8ArzvVE83sduB2gHPOOecMPkp6G3fnnmXrWRc13aYWDeYr87W8pPRMnb0KIut4+Eb2deG1bd0JfMLdxwKfAB441RPdfaG7z3H3OYWF6X33AkmNn7ywlSWlyabbsJz+/GjBHAb2U9NNeqbOngE/ZWa/BR6Jvn838Jsz/MxbgI9Fj38F/PsZvo9kmBc37+Ofn9wInGi6FQ3R7Xqk5+rsWawDPwKmAzOAhWfxmRXAFdHjuSQX+BE5rfKqWu5aXEpj1HS75y0Xcun5wwNXJXJ2OnsGfI27fxpYenyDmd1HB7ciMrNHgCuBAjNLAF8APgR828z6AnVEY7w9UZPrZtCpcHym277Dyabb/JIiPqCmm/QCHU3EuBP4CHCembW87jcP+GNHb+7uN51i1+xOV5hm3J2lpeX8+H83s23fESB5x91XdtUwedTgDl4tXeXufG5ZGWXlyabbtKJ8vnyDmm7SO3R0Bvww8BTwFeAzLbYfdPe2l5dlhG8+8yrf+e9NrbYdOdrI/B+8wCMfuoQZY4eEKayXeuiFrSwtLQdgeE5/frhgtppu0mt0NBGj2t23uvtN0aSM438yMny37TvMd9uE73FHjjY2339Musef/rqPL0VNt75Zxvffp6ab9C7ddVv6jPD4mop2bxF9XOn2KtZsP5Cyenqz8mim2/Gm2+ffeiGXnKemm/Quuj93Fxw4cqzD51z/gxcYNXgg04rzmVaU3/y1IHdACirsHeqONfLhRSvZHzXdbiwp5pbXjQtblEgMFMBdMGFEbqeet6umjl0v1/HMy7ubt43JbxnKQ5hWlM+wnP5xldpjuTufXVrG+vLkPV+nF+fzLzdMVdNNeiUFcBe8feYYvvrURmrq2l+HaOqYwZw7PId15VXs2F/bal9FdR0V1XX8dsOJUC4akt18ljw9CuchgzI7lB/841aWrU423Qpy+/PD96vpJr2XArgLcgf05f+/fzYf+ulKjhxtbLVvenE+iz54MfmD+gFw4PBR1ldUU1ZeTVmimnWJasqrWodyeVUt5VW1PL1hV/O2scOiUC4awvTifKaOyW9+z97uhb9W8uXftGi6vbeEMWq6SS+mAO6iyyYU8N+fvJKHX9rOj5/bTO2xRgpz+/OrOy5lQN8TZ2pDc/pz+cRCLp94Yg2L/YePUlZezfryatYlqihLVFNRXdfq/Xfsr2XH/lp+U3YilM8dPoipRflMj86WpxblM3hg7wrlxIEj3P3w6uam2z9eO4WL1XSTXk4BfAZG5Q/k766ZxBNrK9hSeZjcgf1ahe+pDMvpzxWTCrli0olQrjxUnwzlRDXrorPlXTWtQ3nbviNs23eEJ9ftbN42viCnVShfNGYweT00lGuPNvLhRauam27vmF3MzZeeG7gqkfgpgAMryB3AVReM4KoLRjRv23OwjvXl1ZQlaigrr6KsvJrdNfWtXrel8jBbKg/zxNoTyymfV5gTDV/kM714CBeNGUzOgPT+X5xsuq1jQ0Wy6TajOJ8vXa+mm2SG9P7pzFAj8gYyd/JA5k4e2bxtd00dZYloTLk8OaZceah1KG/ee5jNew/z2JpkKJvB+YW5LUI5nyljBjOof/r8b3/g+S08GtVbkKuZbpJZ0ucnUU5r5OCBjJwykDdMSYayu7O7pp51iarkmHI0fHF8wZrkc2DTnkNs2nOo+cqCLEteTndi+GIIU0YPDnIjyxc2VfKVp14Bkk23H7xvNqPz1XSTzKEA7qHMjFH5AxmVP4o3XjQKSIbyzuo61iWqm0N5fXl189gqQJPDq7sP8eruQ81rLPTJMiYeD+WoyTdl9OBYz0R37D/SaqbbF942hdeOHxbb54mkIwVwL2JmjBmSzZgh2cybeiKUy6tqWw1flJVXU9ViVl9jk/PKroO8susgv45u8d4ny5g0Mo9pRYObJ45MHpXXLaHc5M6HF61qnln4rjnFvP8SNd0k8yiAezkzo3joIIqHDuLN00YDyVBOHKhlXXMoJy+JaznBpLHJ2bizho07a/jlymQo980yLhiVd2LySNEQJo3K7fAKkO37jrD4pW3srE5eB72ruo76hiYAZowdwj9dp6abZCYFcAYyM8YOG8TYYYN46/QTobx9/5ETwxfR14P1J0K5ocnZUFHDhooafr5iBwD9+hiTRw1uHr6YVpTPpJF59O+bXOfptxt2cffDpRxrPLGM0fHwHZ7bnx9ppptkMAWwAMlQPnd4DucOz+FtM8YA0NTkbNt/5ESjL1HNhooaDrUI5WON3jys8chLyW39+2Rx4eg8JozI5bG1FTQ0tr+G3GvHDWNU/sDY/9tE0pUCWE4pK8sYX5DD+IIcrptZBCRDecu+w82BXJaoZkNFNYdbTM0+2tjE2kQ1a6Nbx5/Kc6/upe5Yo86AJWMpgKVLsrKM8wtzOb8wtzmUG5ucLZWHmq9PLovOlGuPNZ72vQ4fbWRXdR3jCnJSUbpI2lEAy1nrk2VMGJHHhBF53DCrGEiG8qd+vZYl0aVu7TGD/OyeOX1apDvojhgSiz5ZxgdfP/60z7lyUiFDtSayZDAFsMTmojH53HqKO1kMye7HPW+9MLUFiaQZBbDE6gtvm8KXb5jGxBZ3E8kZ0Idld13GhBF5ASsTCU8BLLEyM9578Tk883dXMG74ICC52NB4Nd5EFMCSOprtJtKaAlhEJBAFsIhIIApgEZFAFMAiIoEogEVEAlEAi4gEogAWEQlEASwiEogCWEQkEAWwiEggCmARkUAUwCIigSiARUQCUQCLiASiABYRCUQBLCISiAJYRCQQBbCISCAKYBGRQBTAIiKBKIBFRAJRAIuIBKIAFhEJRAEsIhJIrAFsZg+a2R4zW99m+0fN7M9mtsHMvhZnDSIi6SruM+CHgHktN5jZVcB1wHR3vwi4P+YaRETSUqwB7O7PAfvbbL4T+Kq710fP2RNnDSIi6SrEGPAk4HIzW25m/2NmrznVE83sdjNbaWYr9+7dm8ISRUTiFyKA+wJDgUuAfwB+aWbW3hPdfaG7z3H3OYWFhamsUUQkdn0DfGYCWOruDrxkZk1AAdDjTnGLh2a3+ioi0hUhAvhRYC7wrJlNAvoDlQHqOGuLbrs4dAki0oPFGsBm9ghwJVBgZgngC8CDwIPRpWlHgVuis2ERkYwSawC7+02n2PX+OD9XRKQn0Ew4EZFAFMAiIoEogEVEAlEAi4gEogAWEQlEASwiEogCWEQkEAWwiEggCmARkUAUwCIigSiARUQCUQCLiASiABYRCUQBLCISiAJYRCQQBbCISCAKYBGRQBTAIiKBKIBFRAJRAIuIBKIAFhEJRAEsIhKIAlhEJBAFsIhIIApgEZFAFMAiIoEogEVEAlEAi4gEogAWEQlEASwiEogCWEQkEAWwiEggCmARkUAUwCIigSiARUQCUQCLiASiABYRCUQBLCISiAJYRCQQBbCISCAKYBGRQBTAIiKBKIBFRAJRAIuIBKIAFhEJRAEsIhKIAlhEJBAFsIhIILEGsJk9aGZ7zGx9O/v+3szczArirEFEJF3FfQb8EDCv7UYzGwtcA2yP+fNFRNJWrAHs7s8B+9vZ9U3gU4DH+fkiIuks5WPAZvZ2oNzd13biubeb2UozW7l3794UVCcikjopDWAzGwTcA9zbmee7+0J3n+PucwoLC+MtTkQkxVJ9Bnw+MB5Ya2ZbgWKg1MxGpbgOEZHg+qbyw9y9DBhx/PsohOe4e2Uq6xARSQdxX4b2CPAn4AIzS5jZbXF+nohITxLrGbC739TB/nFxfr6ISDrTTDgRkUAUwCIigSiARUQCUQCLiASS0svQJLMVD81u9VUk0ymAJWUW3XZx6BJE0oqGIEREAlEAi4gEogAWEQlEASwiEogCWEQkEAWwiEggCmARkUAUwCIigSiARUQCUQCLiASiABYRCcTcPXQNnWJme4FtoetoRwGge9p1no5X1+h4dU26Hq9Kd5/XdmOPCeB0ZWYr3X1O6Dp6Ch2vrtHx6pqedrw0BCEiEogCWEQkEAXw2VsYuoAeRsera3S8uqZHHS+NAYuIBKIzYBGRQBTAIiKBKIDbMLPhZrYm+rPLzMqjx1Vm9nLo+noSM2tscSzXmNm4dp7zGzMbkvrq0oeZ3WNmG8xsXXScTnnzPDO71czGpLK+dNKVY9UT6Kacbbj7PmAmgJl9ETjk7vdH4fGfZ/q+ZtbX3Ru6o8YepNbdZ7a3w8yMZA/iLaktKb2Y2aXAtUCJu9ebWQHQ/zQvuRVYD1SkoLy0cgbHKu3pDLhr+pjZj6PfwL8zs2wAM3vWzOZEjwvMbGv0+FYz+5WZPQH8LlzZ6cHMxpnZRjP7AVAKjDWzrdEPUqYaTXKWVD2Au1e6e4WZ3WtmK8xsvZkttKR3AHOAxdHZX3bQylPvVMeq+e+Qmc0xs2ejx180swejn8/NZva34UpvnwK4ayYC33f3i4Aq4MZOvOZS4BZ3nxtnYWkqu8Xww7Jo2wXAT919lrun49TyVPsdyV9Er5rZD8zsimj799z9Ne4+FcgGrnX3XwMrgfe5+0x3rw1VdCCnOlanMxl4E/Ba4Atm1i/WCrtIQxBds8Xd10SPVwHjOvGaZ9x9f2wVpbdWQxDRMM42d38xWEVpxt0Pmdls4HLgKuAXZvYZ4KCZfQoYBAwDNgBPhKs0vNMcq9N5MjpjrjezPcBIIBFzqZ2mAO6a+haPG0memQA0cOJfEwPbvOZw3EX1MDoebbh7I/As8KyZlQEfBqYDc9x9R9SLaPv3KiO1c6xu4fQ/f21/ZtMq8zQE0T22ArOjx+8IWIf0MGZ2gZlNbLFpJvDn6HGlmeXS+u/UQSAvReWllVMcq220/vnrzLBg2kir3wY92P3AL81sAfDfoYuRHiUX+G50KV4DsAm4nWSPoYxkuKxo8fyHgB+aWS1waYaNA5/qWF0IPGBmnwOWhyuv6zQVWUQkEA1BiIgEogAWEQlEASwiEogCWEQkEAWwiEggCmDJONEaAX8fug4RBbCISCAKYMkI0Tqyfzaz35NcEAgz+1C04thaM1tiZoPMLM/MthxftMXMBkerbaXVIi7SOyiApdeLFnB5DzALmA+8Jtq1NFpxbAawEbjN3Q+SXGvgrdFz3gMscfdjqa1aMoECWDLB5cAydz/i7jXA49H2qWb2v9GiLu8DLoq2/zvwgejxB4D/SGm1kjEUwJIp2ptz/xBwt7tPA+4jWknL3f8IjIvWm+3j7utTVqVkFAWwZILngBvMLNvM8oC3RdvzgJ3R+O772rzmp8Aj6OxXYqTFeCQjmNk9wM0kly9MAC+TXJv4U9G2MiDP3W+Nnj8K2AKMdveqACVLBlAAi7Qjuv/ade6+IHQt0ntpPWCRNszsu8CbgYy+Y7PET2fAIiKBqAknIhKIAlhEJBAFsIhIIApgEZFAFMAiIoH8H+CFY40EgzErAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x='day', y='total_bill', data=df)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "9b9ced3d0af0cb92224640680f81aa3cf99730ecb34e6382d788e77830a0b6a6"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
